Skip to main content
Log in

On the problem of probabilistic optimization of time-limited testing

  • Stochastic Systems, Queueing Systems
  • Published:
Automation and Remote Control Aims and scope Submit manuscript

Abstract

For the distance learning systems, consideration was given to generation of individual tasks with limited performance time, and an algorithm was suggested to solve it. Such problem comes to that of integer stochastic programming with probabilistic constraints. Considered were the distributions of the random student’s time of response to the task such as the Van der Linden lognormal model and the discrete model based on empirical data. It was assumed that task complexities are estimated either by an expert or by using corresponding algorithms. For the case of continuous distribution, an algorithm was proposed based on the branch-and-bound principle. Results of the numerical experiments were presented.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Institutional subscriptions

Similar content being viewed by others

References

  1. Naumov, A.V., Dzhumurat, A.S., and Inozemtsev, A.O., CLASS.NET System of Remote Learning of Mathemal Disciplines, Vestn. Komp. Inform. Tekhnol., 2014, no. 10, pp. 36–40.

    Google Scholar 

  2. Universarium—Open System of Electronic Education, [Electronic Resource], Universarium, URL: http://universarium.org/ (data of access 21.08.2014).

  3. Moodle—System of Course Control [Electronic Resource], Moodle, URL: http://moodle.org (date of access 21.08.2014).

  4. Kibzun, A.I. and Inozemtsev, A.O., Using the Maximum Likelihood Method to Estimate Test Complexity Levels, Autom. Remote Control, 2014, vol. 75, no. 4, pp. 607–621.

    Article  MathSciNet  MATH  Google Scholar 

  5. Kibzun, A.I. and Panarin, S.I., Generation of Integral Rating by Statistical Processing of the Test Results, Autom. Remote Control, 2012, vol. 73, no. 6, pp. 1029–1045.

    Article  MathSciNet  MATH  Google Scholar 

  6. Meijer, R.R. and Sotaridona, L.S., Detection of Advance Item Knowledge Using Response Times in Computer Adaptive Testing, in Law School Admission Council Computerized Testing Report, 2006.

    Google Scholar 

  7. Van der Linden, W.J., Scrams, D.J., Schnipke, D.L., et al., Using Response-time Constraints to Control for Differential Speededness in Computerized Adaptive Testing, Appl. Psycholog. Meas., 1999, vol. 60, no. 3, pp. 195–210.

    Article  Google Scholar 

  8. Naumov, A.V. and Inozemtsev, A.O., Algorithm to Generate Individual Tasks in the Remote Learning Systems, Vestn. Komp. Inform. Tekhnol., 2013, vol. 74, no. 6, pp. 35–42.

    Google Scholar 

  9. Kan, Yu.S. and Kibzun, A.I., Zadachi stokhasticheskogo programmirovaniya s veroyatnostnymi kriteriyami (Problems of Stochastic Programming with Probabilistic Criteria), Moscow: Fizmatlit, 2009.

    Google Scholar 

  10. Naumov, A.V. and Ivanov, S.V., On Stochastic Linear Programming Problems with the Quantile Criterion, Autom. Remote Control, 2011, vol. 72, no. 2, pp. 353–369.

    Article  MathSciNet  MATH  Google Scholar 

  11. Polyak, B.T., Vvedenie v optimizatsiyu, Moscow: Nauka, 1983. Translated into English under the title Introduction to Optimization, New York: Optimization Software, 1987.

    MATH  Google Scholar 

  12. Kibzun, A.I., Naumov, A.V., and Norkin, V.I., On Reducing a Quantile Optimization Problem with Discrete Distribution to a Mixed Integer Programming Problem, Autom. Remote Control, 2013, vol. 74, no. 6, pp. 951–967.

    Article  MathSciNet  MATH  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to A. V. Naumov.

Additional information

Original Russian Text © A.V. Naumov, G.A. Mkhitaryan, 2016, published in Avtomatika i Telemekhanika, 2016, No. 9, pp. 124–135.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Naumov, A.V., Mkhitaryan, G.A. On the problem of probabilistic optimization of time-limited testing. Autom Remote Control 77, 1612–1621 (2016). https://doi.org/10.1134/S0005117916090083

Download citation

  • Received:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1134/S0005117916090083

Navigation